Unverified50% confidenceBenchmarkExact time
7 out of the 13 evaluated VLMs passed the surrogate test under at least one configuration.
1
Sources
50%
Confidence
Long-term
Relevance
10/5/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedThe research team conducted a systematic comparison of 14 matched pairs of general VLMs and medical VLMs, finding that medical domain-specific adaptation did not consistently improve linear decodability.71% similarUnverifiedThe team audited the formulas in the benchmark against current clinical guidelines one by one, flagging 16 entries among the 55 calculators that had issues with versioning, intended use, or coefficients.65% similarUnverifiedMost mainstream RRG models currently generate reports based on a single examination or, at most, the most recent prior examination, limiting accurate longitudinal comparison.61% similar
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